The invention discloses an automobile inflator pump with a prediction function and a prediction method thereof, and relates to the field of automobile inflator pumps, and the method comprises the following steps: collecting related inflation data and historical inflation data information in an inflation process according to inherent information and a use state of an automobile tire, carrying out tire performance state identification, and carrying out prediction based on a double-layer prediction model. And predicting the air pressure change of the automobile tire according to the automobile tire performance state identification result and the environmental condition, and carrying out inflation forecasting in advance. The tire pressure can be conveniently predicted and forecasted, and a vehicle owner is notified to inflate in advance. Moreover, a double-layer prediction mode is introduced, so that accurate prediction is realized; meanwhile, a data expansion method is introduced, and an expanded data set is corrected by calculating the similarity between data, so that the data volume learned by the algorithm is increased, and the prediction accuracy is further realized.

    本发明公开了一种具有预测功能的汽车充气泵及其预测方法,涉及汽车充气泵领域,所述方法包括:通过汽车轮胎的固有信息以及使用状态,充气过程中采集相关充气数据和历史充气数据信息,进行轮胎性能状态识别,基于双层预测模型,根据汽车轮胎性能状态识别结果以及环境条件预测汽车轮胎气压变化,提前进行充气预报。实现了便捷的胎压预测和预报,提前通知车主充气。并且,引入双层预测的方式,实现了精准的预测;同时,引入了数据扩充的方法,通过计算数据之间的相似度对扩充的数据集进行修正,从而增加算法学习的数据量,进一步实现了预测的精准性。


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    Title :

    Automobile inflator pump with prediction function and prediction method thereof


    Additional title:

    一种具有预测功能的汽车充气泵及其预测方法


    Contributors:
    CAI LIAN (author) / CAI TAO (author)

    Publication date :

    2025-04-15


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

    IPC:    B60C VEHICLE TYRES , Fahrzeugreifen



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